The campus, usually a hive of activity, now felt subdued. Liam dragged his feet as he walked across the quad, the familiar cobblestones suddenly feeling heavy beneath his boots. The laughter and chatter of students seemed distant, muffled, as if filtered through a thick fog. He rubbed his eyes, trying to clear away the persistent feeling of fatigue that clung to him.

He'd been looking forward to graduation, to finally escaping the endless cycle of classes and assignments. Now, the prospect of transferring to another university, of starting all over again, filled him with a quiet despair. He felt like he was slogging through quicksand. He wasn't sure how he'd be able to keep going.

Emotion: droopy

Cluster: Fatigue / Lethargy
PC1 (Valence): -1.15 Negative
PC2 (Disposition): -1.23

Role in Research

This story is one of 1,000 stories generated for the emotion droopy. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 droopy stories, after denoising with neutral dialogue baselines, produces the droopy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the droopy vector is projected through the unembedding matrix.

Promoted:
😞0.303
无法0.252
いつも0.238
😔0.230
:(0.228
Suppressed:
l-0.360
P-0.356
B-0.339
de-0.334
!-0.239